Resilient

Last Update: 10/7/2026

AI Resilience Score for Solar Thermal Techs:

76.8%

Median Score

Meaningful human contribution

High

Long-term employer demand

High

Sustained economic opportunity

High

Our confidence in this score:
Medium-high

Methodology and Scoring Rationale

To score how resilient solar thermal installation and technician work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For solar thermal techs, five of eight sources had data, with three AI exposure sources all agreeing that hands-on installation and maintenance stays firmly human. AI Resilience Model, Anthropic, and Will Robots Take My Job all pointed the same direction, and strong hiring and pay signals backed them up. That agreement lands this career at "Resilient," with confidence at medium-high mainly because three sources had no data.

AI Resilience Report forSolar Thermal Installers and Technicians

$63,800 median salary•42,000 annual openings•SOC Code: 47-2152.04

Solar Thermal Installers and Technicians are more resilient to AI impacts than most occupations, according to our analysis of 5 sources.

Solar thermal installation is labeled "Resilient" because the heart of the work, climbing roofs, soldering pipes, flashing penetrations, and reading real-world site conditions, requires physical skill and on-the-spot judgment that AI simply cannot replicate. Safety codes also require licensed humans on-site, which creates a legal and practical floor that protects jobs from automation.

Learn more about how you can thrive in this position

This role is resilient

Solar thermal installation is labeled "Resilient" because the heart of the work, climbing roofs, soldering pipes, flashing penetrations, and reading real-world site conditions, requires physical skill and on-the-spot judgment that AI simply cannot replicate. Safety codes also require licensed humans on-site, which creates a legal and practical floor that protects jobs from automation.

Read full analysis

Analysis of current AI resilience

Solar Thermal Techs

Updated quarterly

Your move

How can Solar Thermal Techs prepare for AI?

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Latest AI news for Solar Thermal Techs

These articles highlight that careers in Solar Thermal Installation have a low risk of AI displacement. With an AI risk score of just 9/100, the role heavily relies on hands-on skills like cutting pipe and sealing roof penetrations, as noted in one article. Another source emphasizes the importance of uniquely human capabilities, with 61.9% of tasks requiring skills that AI cannot replicate. This suggests that students entering this field can be optimistic about job stability while also considering how AI can enhance their work rather than replace it.

More Career Info

Career: Solar Thermal Installers and Technicians

They set up and maintain systems that use the sun's energy to heat water or buildings, helping to save energy and reduce costs.

Employment & Wage Data

Median Wage

$63,800

Jobs (2025)

510,600

Growth (2025-35)

+6.8%

Annual Openings

42,000

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

96% ResilienceCore Task

Install copper or plastic plumbing using pipes, fittings, pipe cutters, acetylene torches, solder, wire brushes, sand cloths, flux, plastic pipe cleaners, or plastic glue.

2

95% ResilienceCore Task

Install circulating pumps using pipe, fittings, soldering equipment, electrical supplies, and hand tools.

3

95% ResilienceCore Task

Install flat-plat, evacuated glass, or concentrating solar collectors on mounting devices, using brackets or struts.

4

95% ResilienceCore Task

Install plumbing, such as dip tubes, port fittings, drain tank valves, pressure temperature relief valves, or tanks, according to manufacturer specifications and building codes.

5

95% ResilienceCore Task

Install solar collector mounting devices on tile, asphalt, shingle, or built-up gravel roofs, using appropriate materials and penetration methods.

6

95% ResilienceCore Task

Apply weather seal, such as pipe flashings and sealants, to roof penetrations and structural devices.

7

94% ResilienceCore Task

Connect water heaters and storage tanks to power and water sources.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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